Overview

Dataset statistics

Number of variables12
Number of observations176774
Missing cells0
Missing cells (%)0.0%
Duplicate rows82
Duplicate rows (%)< 0.1%
Total size in memory16.2 MiB
Average record size in memory96.0 B

Variable types

Numeric11
Categorical1

Warnings

Dataset has 82 (< 0.1%) duplicate rowsDuplicates
acousticness is highly correlated with energy and 1 other fieldsHigh correlation
danceability is highly correlated with valenceHigh correlation
energy is highly correlated with acousticness and 1 other fieldsHigh correlation
instrumentalness is highly correlated with loudnessHigh correlation
liveness is highly correlated with speechinessHigh correlation
loudness is highly correlated with acousticness and 2 other fieldsHigh correlation
speechiness is highly correlated with livenessHigh correlation
valence is highly correlated with danceabilityHigh correlation
acousticness is highly correlated with energy and 1 other fieldsHigh correlation
danceability is highly correlated with valenceHigh correlation
energy is highly correlated with acousticness and 1 other fieldsHigh correlation
loudness is highly correlated with acousticness and 1 other fieldsHigh correlation
valence is highly correlated with danceabilityHigh correlation
acousticness is highly correlated with energy and 1 other fieldsHigh correlation
energy is highly correlated with acousticness and 1 other fieldsHigh correlation
loudness is highly correlated with acousticness and 1 other fieldsHigh correlation
energy is highly correlated with danceability and 3 other fieldsHigh correlation
speechiness is highly correlated with livenessHigh correlation
danceability is highly correlated with energy and 2 other fieldsHigh correlation
liveness is highly correlated with speechinessHigh correlation
loudness is highly correlated with energy and 3 other fieldsHigh correlation
acousticness is highly correlated with energy and 1 other fieldsHigh correlation
valence is highly correlated with energy and 2 other fieldsHigh correlation

Reproduction

Analysis started2021-05-13 11:25:27.017929
Analysis finished2021-05-13 11:25:52.892730
Duration25.87 seconds
Software versionpandas-profiling v3.0.0
Download configurationconfig.json

Variables

popularity
Real number (ℝ)

Distinct101
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-2.572478707 × 10-17
Minimum-2.085747303
Maximum3.664364262
Zeros0
Zeros (%)0.0%
Negative86270
Negative (%)48.8%
Memory size1.3 MiB

Quantile statistics

Minimum-2.085747303
5-th percentile-1.913243956
Q1-0.6482194116
median0.04179397618
Q30.731807364
95-th percentile1.594324099
Maximum3.664364262
Range5.750111565
Interquartile range (IQR)1.380026776

Descriptive statistics

Standard deviation1.000002828
Coefficient of variation (CV)-3.887312365 × 1016
Kurtosis-0.3466805846
Mean-2.572478707 × 10-17
Median Absolute Deviation (MAD)0.6900133878
Skewness-0.130180072
Sum-4.547473509 × 10-12
Variance1.000005657
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
-2.0857473036170
 
3.5%
0.27179843884051
 
2.3%
0.32929955444015
 
2.3%
0.099295091833980
 
2.3%
0.38680067013954
 
2.2%
0.44430178573929
 
2.2%
0.21429732313920
 
2.2%
-0.015707139473919
 
2.2%
-0.18821048643895
 
2.2%
-0.24571160213859
 
2.2%
Other values (91)135082
76.4%
ValueCountFrequency (%)
-2.0857473036170
3.5%
-2.0282461871285
 
0.7%
-1.970745072903
 
0.5%
-1.913243956811
 
0.5%
-1.85574284805
 
0.5%
-1.798241725913
 
0.5%
-1.740740609787
 
0.4%
-1.683239493773
 
0.4%
-1.625738378921
 
0.5%
-1.568237262986
 
0.6%
ValueCountFrequency (%)
3.6643642621
 
< 0.1%
3.6068631462
 
< 0.1%
3.5493620311
 
< 0.1%
3.4918609156
 
< 0.1%
3.4343597993
 
< 0.1%
3.3768586847
< 0.1%
3.3193575683
 
< 0.1%
3.2618564526
 
< 0.1%
3.20435533710
< 0.1%
3.14685422116
< 0.1%

acousticness
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct4734
Distinct (%)2.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean6.817068573 × 10-17
Minimum-1.103287133
Maximum1.615788263
Zeros0
Zeros (%)0.0%
Negative99553
Negative (%)56.3%
Memory size1.3 MiB

Quantile statistics

Minimum-1.103287133
5-th percentile-1.100880233
Q1-0.9787993441
median-0.3170484646
Q31.05613921
95-th percentile1.569378341
Maximum1.615788263
Range2.719075396
Interquartile range (IQR)2.034938554

Descriptive statistics

Standard deviation1.000002828
Coefficient of variation (CV)1.466910326 × 1016
Kurtosis-1.479488324
Mean6.817068573 × 10-17
Median Absolute Deviation (MAD)0.7608224118
Skewness0.3664819982
Sum1.20508048 × 10-11
Variance1.000005657
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
1.613058267813
 
0.5%
1.610328272673
 
0.4%
1.604868281640
 
0.4%
1.607598276622
 
0.4%
1.602138286566
 
0.3%
1.59940829549
 
0.3%
1.585758313490
 
0.3%
1.591218304487
 
0.3%
1.5939483474
 
0.3%
1.596678295472
 
0.3%
Other values (4724)170988
96.7%
ValueCountFrequency (%)
-1.1032871331
< 0.1%
-1.1032844031
< 0.1%
-1.1032843491
< 0.1%
-1.1032841851
< 0.1%
-1.1032840761
< 0.1%
-1.1032839121
< 0.1%
-1.103283831
< 0.1%
-1.1032836661
< 0.1%
-1.1032836392
< 0.1%
-1.1032835841
< 0.1%
ValueCountFrequency (%)
1.615788263243
 
0.1%
1.613058267813
0.5%
1.610328272673
0.4%
1.607598276622
0.4%
1.604868281640
0.4%
1.602138286566
0.3%
1.59940829549
0.3%
1.596678295472
0.3%
1.5939483474
0.3%
1.591218304487
0.3%

danceability
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct1295
Distinct (%)0.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-4.675480049 × 10-16
Minimum-2.543080783
Maximum2.352754892
Zeros0
Zeros (%)0.0%
Negative82421
Negative (%)46.6%
Memory size1.3 MiB

Quantile statistics

Minimum-2.543080783
5-th percentile-1.849228308
Q1-0.6621680537
median0.08893644319
Q30.7454963181
95-th percentile1.501853294
Maximum2.352754892
Range4.895835675
Interquartile range (IQR)1.407664372

Descriptive statistics

Standard deviation1.000002828
Coefficient of variation (CV)-2.13882386 × 1015
Kurtosis-0.4932515029
Mean-4.675480049 × 10-16
Median Absolute Deviation (MAD)0.6985797069
Skewness-0.332170047
Sum-8.265033102 × 10-11
Variance1.000005657
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0.4145901412401
 
0.2%
0.4461050152401
 
0.2%
0.2517632922399
 
0.2%
0.1519661912398
 
0.2%
0.4566099732394
 
0.2%
0.3620653512394
 
0.2%
0.0311591742391
 
0.2%
0.4618624522391
 
0.2%
0.1677236282388
 
0.2%
0.07843148519387
 
0.2%
Other values (1285)172830
97.8%
ValueCountFrequency (%)
-2.5430807831
 
< 0.1%
-2.5425555361
 
< 0.1%
-2.541505041
 
< 0.1%
-2.5409797921
 
< 0.1%
-2.53887881
 
< 0.1%
-2.5367778092
< 0.1%
-2.5362525611
 
< 0.1%
-2.5352020651
 
< 0.1%
-2.5320505781
 
< 0.1%
-2.5310000823
< 0.1%
ValueCountFrequency (%)
2.3527548921
 
< 0.1%
2.3422499342
 
< 0.1%
2.3369974551
 
< 0.1%
2.3317449761
 
< 0.1%
2.3159875391
 
< 0.1%
2.310735062
 
< 0.1%
2.3054825815
< 0.1%
2.3002301023
< 0.1%
2.2949776235
< 0.1%
2.2897251442
 
< 0.1%

duration_ms
Real number (ℝ)

Distinct70749
Distinct (%)40.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-9.871887037 × 10-17
Minimum-1.691329188
Maximum40.73767056
Zeros0
Zeros (%)0.0%
Negative106403
Negative (%)60.2%
Memory size1.3 MiB

Quantile statistics

Minimum-1.691329188
5-th percentile-1.054257856
Q1-0.4434368113
median-0.1277591013
Q30.2484030709
95-th percentile1.360609199
Maximum40.73767056
Range42.42899974
Interquartile range (IQR)0.6918398822

Descriptive statistics

Standard deviation1.000002828
Coefficient of variation (CV)-1.012980421 × 1016
Kurtosis218.0688725
Mean-9.871887037 × 10-17
Median Absolute Deviation (MAD)0.3426750501
Skewness9.449356032
Sum-1.745092959 × 10-11
Variance1.000005657
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0.0296736634798
 
0.1%
-0.338106192890
 
0.1%
-0.430051156977
 
< 0.1%
-0.154216264770
 
< 0.1%
-0.276809550159
 
< 0.1%
-0.200188746756
 
< 0.1%
-0.384078674953
 
< 0.1%
-0.215512907452
 
< 0.1%
-0.292133710852
 
< 0.1%
-0.043882307849
 
< 0.1%
Other values (70739)176118
99.6%
ValueCountFrequency (%)
-1.6913291881
< 0.1%
-1.6903944141
< 0.1%
-1.6842111151
< 0.1%
-1.6817286011
< 0.1%
-1.6809010971
< 0.1%
-1.6808091521
< 0.1%
-1.6789702521
< 0.1%
-1.6773382291
< 0.1%
-1.6741661281
< 0.1%
-1.6725341051
< 0.1%
ValueCountFrequency (%)
40.737670561
< 0.1%
40.240271291
< 0.1%
35.203265641
< 0.1%
35.203097081
< 0.1%
34.999523271
< 0.1%
34.90535631
< 0.1%
33.911323971
< 0.1%
32.654765781
< 0.1%
31.425270061
< 0.1%
31.163510411
< 0.1%

energy
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct2517
Distinct (%)1.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-7.122550419 × 10-17
Minimum-2.01931317
Maximum1.602298366
Zeros0
Zeros (%)0.0%
Negative81151
Negative (%)45.9%
Memory size1.3 MiB

Quantile statistics

Minimum-2.01931317
5-th percentile-1.785916772
Q1-0.7722799726
median0.1267970165
Q30.8409831732
95-th percentile1.413782223
Maximum1.602298366
Range3.621611536
Interquartile range (IQR)1.613263146

Descriptive statistics

Standard deviation1.000002828
Coefficient of variation (CV)-1.403995437 × 1016
Kurtosis-0.983619551
Mean-7.122550419 × 10-17
Median Absolute Deviation (MAD)0.783067055
Skewness-0.3308594888
Sum-1.259081728 × 10-11
Variance1.000005657
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0.5944620632278
 
0.2%
1.036749937275
 
0.2%
0.5908367528269
 
0.2%
0.6270898572266
 
0.2%
1.094754904266
 
0.2%
0.427697783265
 
0.1%
0.4675761978264
 
0.1%
0.5690848902264
 
0.1%
0.4313230935262
 
0.1%
0.6162139259260
 
0.1%
Other values (2507)174105
98.5%
ValueCountFrequency (%)
-2.019313171
< 0.1%
-2.0190314841
< 0.1%
-2.0186036971
< 0.1%
-2.0185384411
< 0.1%
-2.0185058142
< 0.1%
-2.0184478091
< 0.1%
-2.0184333072
< 0.1%
-2.0184188061
< 0.1%
-2.0183970541
< 0.1%
-2.0178931361
< 0.1%
ValueCountFrequency (%)
1.60229836617
 
< 0.1%
1.59867305544
 
< 0.1%
1.59504774556
 
< 0.1%
1.59142243496
0.1%
1.587797124141
0.1%
1.584171813116
0.1%
1.580546503124
0.1%
1.576921192125
0.1%
1.573295882135
0.1%
1.569670572168
0.1%

instrumentalness
Real number (ℝ)

HIGH CORRELATION

Distinct5400
Distinct (%)3.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-5.78807709 × 10-17
Minimum-0.5328409035
Maximum2.560661631
Zeros0
Zeros (%)0.0%
Negative136364
Negative (%)77.1%
Memory size1.3 MiB

Quantile statistics

Minimum-0.5328409035
5-th percentile-0.5328409035
Q1-0.5328409035
median-0.5326229029
Q3-0.2516697022
95-th percentile2.288160907
Maximum2.560661631
Range3.093502535
Interquartile range (IQR)0.2811712013

Descriptive statistics

Standard deviation1.000002828
Coefficient of variation (CV)-1.727694384 × 1016
Kurtosis0.7246746503
Mean-5.78807709 × 10-17
Median Absolute Deviation (MAD)0.000218000579
Skewness1.578600221
Sum-1.023181539 × 10-11
Variance1.000005657
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
-0.532840903558215
32.9%
2.285064308207
 
0.1%
2.291257506206
 
0.1%
2.309837101205
 
0.1%
2.325320097200
 
0.1%
2.297450705199
 
0.1%
2.288160907196
 
0.1%
2.272677912194
 
0.1%
2.254098317194
 
0.1%
2.251001718193
 
0.1%
Other values (5390)116765
66.1%
ValueCountFrequency (%)
-0.532840903558215
32.9%
-0.532837806928
 
< 0.1%
-0.532837775970
 
< 0.1%
-0.53283774565
 
< 0.1%
-0.53283771453
 
< 0.1%
-0.53283768378
 
< 0.1%
-0.532837652172
 
< 0.1%
-0.532837621168
 
< 0.1%
-0.532837590160
 
< 0.1%
-0.532837559262
 
< 0.1%
ValueCountFrequency (%)
2.5606616311
 
< 0.1%
2.5575650321
 
< 0.1%
2.5544684332
 
< 0.1%
2.5513718343
 
< 0.1%
2.5451786356
< 0.1%
2.5420820368
< 0.1%
2.5389854379
< 0.1%
2.5358888389
< 0.1%
2.5327922395
< 0.1%
2.5296956410
< 0.1%

liveness
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION

Distinct1732
Distinct (%)1.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3.215598383 × 10-18
Minimum-1.01817084
Maximum3.674750545
Zeros0
Zeros (%)0.0%
Negative123047
Negative (%)69.6%
Memory size1.3 MiB

Quantile statistics

Minimum-1.01817084
5-th percentile-0.7664013155
Q1-0.6019668623
median-0.4479576482
Q30.2486378741
95-th percentile2.494803028
Maximum3.674750545
Range4.692921385
Interquartile range (IQR)0.8506047364

Descriptive statistics

Standard deviation1.000002828
Coefficient of variation (CV)3.109849892 × 1017
Kurtosis3.163315123
Mean3.215598383 × 10-18
Median Absolute Deviation (MAD)0.2321985074
Skewness1.957001101
Sum5.684341886 × 10-13
Variance1.000005657
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
-0.53799380412106
 
1.2%
-0.54273254922004
 
1.1%
-0.55221003931907
 
1.1%
-0.54747129421867
 
1.1%
-0.55694878431813
 
1.0%
-0.53325505911810
 
1.0%
-0.56168752941746
 
1.0%
-0.56642627441730
 
1.0%
-0.57116501951674
 
0.9%
-0.58064250961612
 
0.9%
Other values (1722)158505
89.7%
ValueCountFrequency (%)
-1.018170841
< 0.1%
-1.0156593051
< 0.1%
-1.0142376821
< 0.1%
-1.0076034391
< 0.1%
-1.0071295641
< 0.1%
-1.006655691
< 0.1%
-1.0057079411
< 0.1%
-1.0052340661
< 0.1%
-1.0023908191
< 0.1%
-0.9995475721
< 0.1%
ValueCountFrequency (%)
3.6747505455
< 0.1%
3.67001181
 
< 0.1%
3.6652730553
 
< 0.1%
3.660534311
 
< 0.1%
3.6557955659
< 0.1%
3.651056824
 
< 0.1%
3.6463180754
 
< 0.1%
3.641579338
< 0.1%
3.63684058510
< 0.1%
3.632101847
< 0.1%

loudness
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct27923
Distinct (%)15.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-4.31533303 × 10-16
Minimum-6.617023996
Maximum2.170515831
Zeros0
Zeros (%)0.0%
Negative65570
Negative (%)37.1%
Memory size1.3 MiB

Quantile statistics

Minimum-6.617023996
5-th percentile-2.097619516
Q1-0.4242640382
median0.3043695376
Q30.7046489269
95-th percentile1.056926061
Maximum2.170515831
Range8.787539827
Interquartile range (IQR)1.128912965

Descriptive statistics

Standard deviation1.000002828
Coefficient of variation (CV)-2.317324808 × 1015
Kurtosis2.325334354
Mean-4.31533303 × 10-16
Median Absolute Deviation (MAD)0.4885441218
Skewness-1.475318571
Sum-7.628386811 × 10-11
Variance1.000005657
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0.613022472935
 
< 0.1%
0.736389831635
 
< 0.1%
0.688700294934
 
< 0.1%
0.6497668734
 
< 0.1%
0.834427010133
 
< 0.1%
0.734669881133
 
< 0.1%
0.753589336632
 
< 0.1%
0.728259156532
 
< 0.1%
0.731386339232
 
< 0.1%
0.801278873232
 
< 0.1%
Other values (27913)176442
99.8%
ValueCountFrequency (%)
-6.6170239961
< 0.1%
-5.8683764511
< 0.1%
-5.8574313111
< 0.1%
-5.8417953981
< 0.1%
-5.8313193351
< 0.1%
-5.7709647091
< 0.1%
-5.7614268011
< 0.1%
-5.6866871341
< 0.1%
-5.6264888671
< 0.1%
-5.6155437271
< 0.1%
ValueCountFrequency (%)
2.1705158311
< 0.1%
1.8898511811
< 0.1%
1.8810950691
< 0.1%
1.8368454341
< 0.1%
1.8329364551
< 0.1%
1.7949411851
< 0.1%
1.7905631291
< 0.1%
1.7844651231
< 0.1%
1.7818070181
< 0.1%
1.7571022741
< 0.1%

speechiness
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION

Distinct1641
Distinct (%)0.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean8.746427603 × 10-17
Minimum-0.5147936916
Maximum4.108773289
Zeros0
Zeros (%)0.0%
Negative139845
Negative (%)79.1%
Memory size1.3 MiB

Quantile statistics

Minimum-0.5147936916
5-th percentile-0.4834740169
Q1-0.4433456836
median-0.381685074
Q3-0.1242764974
95-th percentile3.203438942
Maximum4.108773289
Range4.623566981
Interquartile range (IQR)0.3190691862

Descriptive statistics

Standard deviation1.000002828
Coefficient of variation (CV)1.143327166 × 1016
Kurtosis8.960397733
Mean8.746427603 × 10-17
Median Absolute Deviation (MAD)0.08319288598
Skewness3.102434519
Sum1.546140993 × 10-11
Variance1.000005657
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
-0.4457925332504
 
0.3%
-0.4462819031502
 
0.3%
-0.4404094641500
 
0.3%
-0.4653673299491
 
0.3%
-0.4585161511489
 
0.3%
-0.4355157649479
 
0.3%
-0.4555799316478
 
0.3%
-0.4526437121477
 
0.3%
-0.447260643472
 
0.3%
-0.4565586714471
 
0.3%
Other values (1631)171911
97.2%
ValueCountFrequency (%)
-0.51479369162
 
< 0.1%
-0.51430432171
 
< 0.1%
-0.51381495175
 
< 0.1%
-0.51332558184
 
< 0.1%
-0.51283621194
 
< 0.1%
-0.5123468423
 
< 0.1%
-0.511857472112
< 0.1%
-0.51136810229
< 0.1%
-0.51087873226
 
< 0.1%
-0.510389362318
< 0.1%
ValueCountFrequency (%)
4.1087732891
 
< 0.1%
4.09898589111
 
< 0.1%
4.09409219213
 
< 0.1%
4.08919849221
 
< 0.1%
4.08430479342
< 0.1%
4.07941109441
< 0.1%
4.07451739571
< 0.1%
4.06962369659
< 0.1%
4.06472999773
< 0.1%
4.05983629792
0.1%

tempo
Real number (ℝ)

Distinct78510
Distinct (%)44.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-7.331564314 × 10-17
Minimum-2.771737342
Maximum4.012747378
Zeros0
Zeros (%)0.0%
Negative92150
Negative (%)52.1%
Memory size1.3 MiB

Quantile statistics

Minimum-2.771737342
5-th percentile-1.377271367
Q1-0.8043951134
median-0.07014137819
Q30.6894196177
95-th percentile1.815855286
Maximum4.012747378
Range6.784484721
Interquartile range (IQR)1.493814731

Descriptive statistics

Standard deviation1.000002828
Coefficient of variation (CV)-1.363969251 × 1016
Kurtosis-0.4843330039
Mean-7.331564314 × 10-17
Median Absolute Deviation (MAD)0.7367756823
Skewness0.4067262004
Sum-1.29602995 × 10-11
Variance1.000005657
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0.0893637972643
 
< 0.1%
0.0895234141743
 
< 0.1%
0.0892680271140
 
< 0.1%
0.089459567439
 
< 0.1%
0.0897788012239
 
< 0.1%
0.0891722569738
 
< 0.1%
0.0897468778437
 
< 0.1%
0.0894276440237
 
< 0.1%
0.0890764868337
 
< 0.1%
0.0887891763937
 
< 0.1%
Other values (78500)176384
99.8%
ValueCountFrequency (%)
-2.7717373421
< 0.1%
-2.7508594511
< 0.1%
-2.7299177131
< 0.1%
-2.7203726221
< 0.1%
-2.7174356711
< 0.1%
-2.7122002361
< 0.1%
-2.7055920961
< 0.1%
-2.703740541
< 0.1%
-2.6691355941
< 0.1%
-2.6627828421
< 0.1%
ValueCountFrequency (%)
4.0127473781
< 0.1%
3.9152214481
< 0.1%
3.8178870581
< 0.1%
3.8158439621
< 0.1%
3.7746947231
< 0.1%
3.7579987941
< 0.1%
3.6867138841
< 0.1%
3.6839046261
< 0.1%
3.6171847591
< 0.1%
3.5972007221
< 0.1%

valence
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct1692
Distinct (%)1.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3.101444641 × 10-16
Minimum-1.686195331
Maximum2.047668184
Zeros0
Zeros (%)0.0%
Negative90598
Negative (%)51.3%
Memory size1.3 MiB

Quantile statistics

Minimum-1.686195331
5-th percentile-1.530866609
Q1-0.8572776309
median-0.04329538459
Q30.8042916333
95-th percentile1.681749559
Maximum2.047668184
Range3.733863515
Interquartile range (IQR)1.661569264

Descriptive statistics

Standard deviation1.000002828
Coefficient of variation (CV)3.224313004 × 1015
Kurtosis-1.072704049
Mean3.101444641 × 10-16
Median Absolute Deviation (MAD)0.8289177003
Skewness0.1485498649
Sum5.482547749 × 10-11
Variance1.000005657
MonotonicityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
1.902047507396
 
0.2%
1.90578137332
 
0.2%
1.909515234300
 
0.2%
1.913249097292
 
0.2%
-0.3494721928263
 
0.1%
-0.278528786244
 
0.1%
-0.3718753739244
 
0.1%
-0.4241494631243
 
0.1%
-0.2001176522241
 
0.1%
-0.3046658306239
 
0.1%
Other values (1682)173980
98.4%
ValueCountFrequency (%)
-1.68619533128
< 0.1%
-1.6398954241
 
< 0.1%
-1.6335478561
 
< 0.1%
-1.6204793331
 
< 0.1%
-1.6197325611
 
< 0.1%
-1.6189857881
 
< 0.1%
-1.6186124021
 
< 0.1%
-1.6163720831
 
< 0.1%
-1.6141317651
 
< 0.1%
-1.6111446751
 
< 0.1%
ValueCountFrequency (%)
2.0476681846
< 0.1%
2.043934321
 
< 0.1%
2.0402004571
 
< 0.1%
2.032732731
 
< 0.1%
2.0289988661
 
< 0.1%
2.0252650031
 
< 0.1%
2.0177972762
 
< 0.1%
2.0140634124
< 0.1%
2.0103295495
< 0.1%
2.0065956859
< 0.1%

mode_ohe
Categorical

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size1.3 MiB
1
116619 
0
60155 

Length

Max length1
Median length1
Mean length1
Min length1

Characters and Unicode

Total characters176774
Distinct characters2
Distinct categories1 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row1
2nd row0
3rd row0
4th row1
5th row1

Common Values

ValueCountFrequency (%)
1116619
66.0%
060155
34.0%

Length

Histogram of lengths of the category

Pie chart

ValueCountFrequency (%)
1116619
66.0%
060155
34.0%

Most occurring characters

ValueCountFrequency (%)
1116619
66.0%
060155
34.0%

Most occurring categories

ValueCountFrequency (%)
Decimal Number176774
100.0%

Most frequent character per category

Decimal Number
ValueCountFrequency (%)
1116619
66.0%
060155
34.0%

Most occurring scripts

ValueCountFrequency (%)
Common176774
100.0%

Most frequent character per script

Common
ValueCountFrequency (%)
1116619
66.0%
060155
34.0%

Most occurring blocks

ValueCountFrequency (%)
ASCII176774
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
1116619
66.0%
060155
34.0%

Interactions

Correlations

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Missing values

A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

First rows

popularityacousticnessdanceabilityduration_msenergyinstrumentalnesslivenessloudnessspeechinesstempovalencemode_ohe
0-2.0857470.564740-0.798733-1.0478221.279646-0.5328410.5756111.299283-0.3665151.5886771.3531701
1-2.028246-0.4317080.257016-0.7566630.652467-0.532841-0.3484440.715907-0.1986611.8132261.3606370
2-1.9132441.4956680.640447-0.504626-1.544471-0.532841-0.575904-0.585001-0.446282-0.565544-0.3121340
3-2.0857470.815900-1.581352-0.641318-0.837536-0.532841-0.597228-0.319034-0.4301331.741558-0.8386081
4-1.8557431.490208-1.103376-1.176146-1.203692-0.151959-0.106768-1.721889-0.4002810.746124-0.2299891
5-2.0857470.9414790.193986-0.578489-1.675707-0.532841-0.556949-0.7555890.076365-0.948912-0.3494721
6-1.970745-0.1641690.850546-0.182620-1.040553-0.532841-0.566426-0.3967454.040262-1.0959510.3039541
7-1.2232311.460179-0.6569160.030187-1.044178-0.532841-0.5285160.185849-0.483474-0.650492-0.6631171
8-2.085747-1.1004481.013373-0.076063-0.275612-0.530178-0.7014810.377233-0.3983240.2514391.1702101
9-1.510736-0.2324190.299036-0.6392720.536457-0.5289700.5898280.367070-0.4859210.6478000.9947191

Last rows

popularityacousticnessdanceabilityduration_msenergyinstrumentalnesslivenessloudnessspeechinesstempovalencemode_ohe
1767640.329300-0.9083651.5543780.000044-0.058094-0.532841-0.3437050.7926790.042109-0.4224320.7557511
1767650.271798-1.0987551.1709470.0450970.724973-0.372747-0.5806430.482932-0.381685-0.0698380.8117590
1767660.099295-0.9992740.467115-0.0397680.355192-0.514076-0.2678850.536250-0.444324-0.485066-0.4577540
1767670.1567960.4828400.6194370.3029880.315313-0.532841-0.7318080.879928-0.2084480.8518220.7258801
1767680.156796-0.7947980.3673180.332402-0.232109-0.532841-0.5664260.131436-0.450197-0.040979-0.0320941
1767690.156796-0.4726581.023878-0.1031330.521956-0.532841-0.1020290.905727-0.134064-0.5494871.1888800
1767700.386801-0.8193681.370541-0.267822-0.148727-0.531339-0.5664260.1756860.4189241.8663150.1135271
176771-0.2457120.441890-0.620148-0.700775-0.797657-0.5328410.243899-0.461947-0.410069-1.1869330.1695350
1767720.099295-1.0134701.2812490.3549060.456700-0.5301160.0590880.499349-0.458516-0.1076991.9319180
176773-0.073208-0.8376591.1394320.665833-0.315491-0.532689-0.6678350.536250-0.482985-0.1055600.1023250

Duplicate rows

Most frequently occurring

popularityacousticnessdanceabilityduration_msenergyinstrumentalnesslivenessloudnessspeechinesstempovalencemode_ohe# duplicates
5-2.085747-1.0950150.4093380.0576481.2977720.9875890.5850891.072406-0.480048-0.4212830.33755904
40-2.0857470.4883000.356813-0.778530-0.177729-0.186022-0.779196-0.0909060.0959402.6454371.84230613
44-2.0857470.7940600.950343-1.022184-0.808533-0.532781-0.635138-0.064325-0.490325-1.1892951.21875013
57-2.0857471.5639180.519640-1.205745-0.6925232.535889-0.471651-0.928991-0.1849580.4061081.92445113
0-2.085747-1.1032710.204491-0.4558420.7503501.421113-0.5853810.086561-0.4188770.8955890.97231512
1-2.085747-1.1032460.608932-0.1882360.8808620.136025-0.6683090.150199-0.4247500.2060121.82363612
2-2.085747-1.1031730.4671150.161561-0.2103572.223132-0.102029-0.187536-0.4653670.2189410.49811512
3-2.085747-1.1023940.0679270.5233030.496579-0.037385-0.6503020.113611-0.4658570.3293640.07245402
4-2.085747-1.0988370.393580-0.7554670.6053380.451878-0.7242260.437588-0.4619420.4558761.01338812
6-2.085747-1.0940320.934586-0.7635890.2718090.0864790.2818090.013542-0.2593430.2841281.47638712